Controller Synthesis for Unknown Polynomial-Type Systems: A Data-Driven Approach
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In the past two decades, formal methods have received significant attentions due to the increasing demand for formal synthesis of controllers over complex dynamical systems and with respect to high-level logic properties, e.g., those expressed as linear temporal logic (LTL) formulae [1]. However, formal controller synthesis over continuous-time continuous-space systems is challenging due to the complexity of dynamics and properties of interest.
[1] Zhuo Wang,et al. From model-based control to data-driven control: Survey, classification and perspective , 2013, Inf. Sci..